import argparse import os import json import cv2 from datetime import datetime from stegano import lsb from skimage.metrics import peak_signal_noise_ratio as compare_psnr def evaluate_watermark(input_path, watermark, output_path): process_success = True final_result_success = False comments = [] time_point = datetime.now().isoformat() # === Step 0: Input file validation === if not os.path.exists(input_path) or os.path.getsize(input_path) == 0: comments.append(f"❌ Original image file missing or empty: {input_path}") process_success = False if not os.path.exists(output_path) or os.path.getsize(output_path) == 0: comments.append(f"❌ Watermarked image file missing or empty: {output_path}") process_success = False if process_success: try: # Step 1: Extract watermark extracted = lsb.reveal(output_path) match = (extracted == watermark) comments.append(f"{'✅' if match else '❌'} Extraction result: '{extracted}' | Expected: '{watermark}'") # Step 2: Calculate PSNR original_img = cv2.imread(input_path) watermarked_img = cv2.imread(output_path) if original_img is None or watermarked_img is None: comments.append("❌ Failed to read images, please verify paths and formats") process_success = False elif original_img.shape != watermarked_img.shape: comments.append("❌ Image dimensions don't match, cannot compute PSNR") process_success = False else: psnr = compare_psnr(original_img, watermarked_img) comments.append(f"📐 PSNR: {psnr:.2f} dB") comments.append(f"🎯 Watermark match: {'100%' if match else '0%'}") comments.append(f"🎯 PSNR ≥ 40.0: {'✅ Met' if psnr >= 40.0 else '❌ Not met'}") final_result_success = match and (psnr >= 40.0) except Exception as e: comments.append(f"❌ Exception occurred during execution: {str(e)}") process_success = False # Return structured results return { "Process": process_success, "Result": final_result_success, "TimePoint": time_point, "comments": "\n".join(comments) } def write_to_jsonl(path, data): try: os.makedirs(os.path.dirname(path), exist_ok=True) with open(path, 'a', encoding='utf-8') as f: f.write(json.dumps(data, ensure_ascii=False, default=str) + "\n") print(f"✅ Test results saved to {path}") except Exception as e: print(f"❌ Failed to write JSONL: {e}") if __name__ == "__main__": parser = argparse.ArgumentParser(description="Extract and evaluate hidden message accuracy and PSNR") parser.add_argument("--groundtruth", required=True, help="Path to original image") parser.add_argument("--watermark", required=True, help="Expected 64-bit watermark (8 characters)") parser.add_argument("--output", required=True, help="Path to watermarked image") parser.add_argument("--result", help="Path to save results in JSONL format") args = parser.parse_args() result = evaluate_watermark(args.groundtruth, args.watermark, args.output) if args.result: write_to_jsonl(args.result, result)